{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## measuring memory latency "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "The purpose of this notebook is to overcome a problem int the notebook `2_measuring_performance_of_memory_hierarchy.ipynb`.\n",
    "\n",
    "The problem is that the `time()` function is only accurate up to $10^{-7}$ of a second. So any operations that take a shorter time do not register as taking any time.\n",
    "\n",
    "To overcome the problem we perform many random pokes in sequence and measure the time it takes to complete all of the pokes.\n",
    "\n",
    "As we ware interested in times shorter than $10^{-7}$ we restrict our attention to the main memory, rather than to files."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:40:40.212043Z",
     "start_time": "2018-04-09T00:40:40.204999Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from numpy import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:40:47.603053Z",
     "start_time": "2018-04-09T00:40:47.599216Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import time\n",
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "\n",
    "from os.path import isfile,isdir\n",
    "from os import mkdir\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:40:54.119509Z",
     "start_time": "2018-04-09T00:40:54.115117Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from lib.measureRandomAccess import measureRandomAccess\n",
    "from lib.PlotTime import PlotTime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### setting parameters\n",
    "* We test access to elements arrays whose sizes are:\n",
    "   * 1MB, 10MB, 100MB, 1000MB (=1GB)\n",
    "* Arrays are stored **in memory** or on disk **on disk**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* We perform 1 million read/write ops  to random locations in the array.\n",
    "* We analyze the **distribution** of the latencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:42:00.156150Z",
     "start_time": "2018-04-09T00:42:00.151432Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n=100, k=100000, m_list= [1, 10, 100, 1000, 10000]\n"
     ]
    }
   ],
   "source": [
    "n=100 # size of single block (1MB)\n",
    "m_list=[1,10,100,1000,10000] # size of file in blocks\n",
    "k=100000;  # number of repeats\n",
    "L=len(m_list)\n",
    "print('n=%d, k=%d, m_list='%(n,k),m_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Set working directory\n",
    "This script generates large files. We put these files in a separate directory so it is easier to delete them later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:42:02.043500Z",
     "start_time": "2018-04-09T00:42:02.030563Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/yoavfreund/academic.papers/Courses/BigDataAnalytics/BigData_spring2016/CSE255-DSE230-2018/Sections/Section1-Spark-Basics/0.MemoryLatency/logs/1523234522\n"
     ]
    }
   ],
   "source": [
    "log_root='./logs'\n",
    "if not isdir(log_root): mkdir(log_root)\n",
    "TimeStamp=str(int(time.time()))\n",
    "log_dir=log_root+'/'+TimeStamp\n",
    "mkdir(log_dir)\n",
    "%cd $log_dir\n",
    "stat=open('stats.txt','w')\n",
    "\n",
    "def tee(line):\n",
    "    print(line)\n",
    "    stat.write(line+'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:42:05.043025Z",
     "start_time": "2018-04-09T00:42:05.039373Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "_mean=zeros([2,L])   #0: using disk, 1: using memory\n",
    "_std=zeros([2,L])\n",
    "Tmem=[]\n",
    "TFile=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:42:09.897133Z",
     "start_time": "2018-04-09T00:42:09.874674Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.random import rand\n",
    "import time\n",
    "\n",
    "def measureRandomAccessMemBlocks(sz,k=1000,batch=100):\n",
    "    \"\"\"Measure the distribution of random accesses in computer memory.\n",
    "\n",
    "    :param sz: size of memory block.\n",
    "    :param k: number of times that the experiment is repeated.\n",
    "    :param batch: The number of locations poked in a single experiment (multiple pokes performed using numpy, rather than python loop)\n",
    "    :returns: (_mean,std,T):\n",
    "              _mean = the mean of T\n",
    "              _std = the std of T\n",
    "              T = a list the contains the times of all k experiments\n",
    "    :rtype: tuple\n",
    "\n",
    "    \"\"\"\n",
    "    # Prepare buffer.\n",
    "    A=np.zeros(sz,dtype=np.int8)\n",
    "            \n",
    "    # Read and write k*batch times from/to buffer.\n",
    "    sum=0; sum2=0\n",
    "    T=np.zeros(k)\n",
    "    for i in range(k):\n",
    "        if (i%100==0): print('\\r',i, end=' ')\n",
    "        loc=np.int32(rand(batch)*sz)\n",
    "        t=time.time()\n",
    "        x=A[loc]\n",
    "        A[loc]=loc\n",
    "        d=(time.time()-t)/batch\n",
    "        T[i]=d\n",
    "        sum += d\n",
    "        sum2 += d*d\n",
    "    _mean=sum/k; var=(sum2/k)-_mean**2; _std=np.sqrt(var)\n",
    "    return (_mean,_std,T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:46:02.124961Z",
     "start_time": "2018-04-09T00:46:02.121985Z"
    }
   },
   "outputs": [],
   "source": [
    "m_list=[10,1000,10000,100000,1000000,10000000,100000000,1000000000]\n",
    "m_legend=['10B','1KB','10KB','100KB','1MB','10MB','100MB','1GB']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:46:04.775116Z",
     "start_time": "2018-04-09T00:46:03.696300Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Memory array 10 Bytes\n",
      "Memory pokes _mean=1.1306762695312518e-08, Memory _std=1.0272012692323018e-08\n",
      "Memory array 1000 Bytes\n",
      "Memory pokes _mean=1.1471748352050675e-08, Memory _std=1.0108195762734883e-08\n",
      "Memory array 10000 Bytes\n",
      "Memory pokes _mean=1.1129140853881814e-08, Memory _std=9.520528715454014e-09\n",
      "Memory array 100000 Bytes\n",
      "Memory pokes _mean=1.365447044372548e-08, Memory _std=1.2316736007774742e-08\n",
      "Memory array 1000000 Bytes\n",
      "Memory pokes _mean=1.5292882919311452e-08, Memory _std=1.5246435750940377e-08\n",
      "Memory array 10000000 Bytes\n",
      "Memory pokes _mean=2.3772954940795606e-08, Memory _std=1.2484366035422159e-08\n",
      "Memory array 100000000 Bytes\n",
      "Memory pokes _mean=8.610653877258317e-08, Memory _std=2.2854341635560072e-07\n",
      "Memory array 1000000000 Bytes\n",
      "Memory pokes _mean=6.295502185821519e-07, Memory _std=5.596469679229341e-07\n"
     ]
    }
   ],
   "source": [
    "Random_pokes=[]\n",
    "\n",
    "L=len(m_list)\n",
    "_mean=zeros([L])   #0: using disk, 1: using memory\n",
    "_std=zeros([L])\n",
    "TMem=[0]*L\n",
    "\n",
    "for m_i in range(L):\n",
    "    m=m_list[m_i]\n",
    "    print('Memory array %d Bytes'%m)\n",
    "    out = measureRandomAccessMemBlocks(m,k=1000,batch=1000)\n",
    "    (_mean[m_i],_std[m_i],TMem[m_i]) = out\n",
    "    TMem[m_i].sort()\n",
    "    tee('\\rMemory pokes _mean='+str(_mean[m_i])+', Memory _std='+str(_std[m_i]))\n",
    "\n",
    "    Random_pokes.append({'m_i':m_i,\n",
    "                        'm':m,\n",
    "                        'memory__mean': _mean[m_i],\n",
    "                        'memory__std': _std[m_i],\n",
    "                        'memory_largest': TMem[m_i][-100:],\n",
    "                })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Characterize random access to storage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-09T00:46:13.536092Z",
     "start_time": "2018-04-09T00:46:12.640575Z"
    },
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15184972e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp = PdfPages('MemoryBlockFigure.pdf')\n",
    "figure(figsize=(6,4))\n",
    "\n",
    "Colors='bgrcmyk'  # The colors for the plot\n",
    "LineStyles=['-']\n",
    "\n",
    "fig = matplotlib.pyplot.gcf()\n",
    "fig.set_size_inches(18.5,10.5)\n",
    "\n",
    "for m_i in range(len(m_list)):\n",
    "    Color=Colors[m_i % len(Colors)]\n",
    "    PlotTime(TMem[m_i],_mean[m_i],_std[m_i],\\\n",
    "             Color=Color,LS='-',Legend=m_legend[m_i],\\\n",
    "             m_i=m_i)\n",
    "\n",
    "grid()\n",
    "legend(fontsize=18)\n",
    "xlabel('delay (sec)',fontsize=18)\n",
    "ylabel('1-CDF',fontsize=18)\n",
    "tick_params(axis='both', which='major', labelsize=16)\n",
    "tick_params(axis='both', which='minor', labelsize=12)\n",
    "pp.savefig()\n",
    "pp.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Conclusions\n",
    "\n",
    "We see that for this laptop (an apple powerbook) the latency of random pokes is close to $10^{-8}$ for blocks of size up to 1 MB. Beyond that, for sizes of 10MB, 100MB and 1GB, the delay is significantly larger.\n",
    "\n",
    "This makes sense because the size of the L3 cache in this machine is about 6MB."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Slideshow",
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